Aug 18, 2026
AI Context Layers Expose Agent Failures, Not Prevent Them
A VB Pulse July 2026 survey of 101 enterprises finds that those running or building a governed AI context layer report recurring agent failures at 50% — more than twice the rate of those without one. The paradox is deliberate: a governed layer makes failures visible rather than causing them. The data reveals a growing gap between where enterprises are spending and where the problem is actually being solved.
